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Volumn 137, Issue 1-2, 2013, Pages 91-129

Convergence of descent methods for semi-algebraic and tame problems: Proximal algorithms, forward-backward splitting, and regularized Gauss-Seidel methods

Author keywords

Alternating minimization; Block coordinate methods; Descent methods; Forward backward splitting; Iterative thresholding; Kurdyka ojasiewicz inequality; Nonconvex nonsmooth optimization; o minimal structures; Proximal algorithms; Relative error; Semi algebraic optimization; Sufficient decrease; Tame optimization

Indexed keywords

GRADIENT METHODS;

EID: 84877887498     PISSN: 00255610     EISSN: 14364646     Source Type: Journal    
DOI: 10.1007/s10107-011-0484-9     Document Type: Article
Times cited : (1391)

References (58)
  • 1
    • 33646735617 scopus 로고    scopus 로고
    • Convergence of the iterates of descent methods for analytic cost functions
    • 2197994 1092.90036 10.1137/040605266
    • Absil P.-A.; Mahony R.; Andrews B.: Convergence of the iterates of descent methods for analytic cost functions. SIAM J. Optim. 16(2), 531-547 (2005)
    • (2005) SIAM J. Optim. , vol.16 , Issue.2 , pp. 531-547
    • Absil, P.-A.1    Mahony, R.2    Andrews, B.3
  • 2
    • 60849092633 scopus 로고    scopus 로고
    • Convergence of the proximal point method for metrically regular mappings
    • 1235.90180
    • Aragon A.; Dontchev A.; Geoffroy M.: Convergence of the proximal point method for metrically regular mappings. ESAIM Proc.; EDP Sci.; Les Ulis 17, 1-8 (2007)
    • (2007) ESAIM Proc.; EDP Sci.; les Ulis , vol.17 , pp. 1-8
    • Aragon, A.1    Dontchev, A.2    Geoffroy, M.3
  • 3
    • 45749101721 scopus 로고    scopus 로고
    • On the convergence of the proximal algorithm for nonsmooth functions involving analytic features
    • 2421270 1165.90018 10.1007/s10107-007-0133-5
    • Attouch H.; Bolte J.: On the convergence of the proximal algorithm for nonsmooth functions involving analytic features. Math. Program. Ser. B 116, 5-16 (2009)
    • (2009) Math. Program. Ser. B , vol.116 , pp. 5-16
    • Attouch, H.1    Bolte, J.2
  • 4
    • 48549093619 scopus 로고    scopus 로고
    • Alternating proximal algorithms for weakly coupled convex minimization problems. Applications to dynamical games and PDE's
    • 2431407 1154.65044
    • Attouch H.; Bolte J.; Redont P.; Soubeyran A.: Alternating proximal algorithms for weakly coupled convex minimization problems. Applications to dynamical games and PDE's. J. Convex Anal. 15, 485-506 (2008)
    • (2008) J. Convex Anal. , vol.15 , pp. 485-506
    • Attouch, H.1    Bolte, J.2    Redont, P.3    Soubeyran, A.4
  • 5
    • 77953092582 scopus 로고    scopus 로고
    • Proximal alternating minimization and projection methods for nonconvex problems. An approach based on the Kurdyka-Lojasiewicz inequality
    • 2674728 1214.65036 10.1287/moor.1100.0449
    • Attouch H.; Bolte J.; Redont P.; Soubeyran A.: Proximal alternating minimization and projection methods for nonconvex problems. An approach based on the Kurdyka-Lojasiewicz inequality. Math. Oper. Res. 35(2), 438-457 (2010)
    • (2010) Math. Oper. Res. , vol.35 , Issue.2 , pp. 438-457
    • Attouch, H.1    Bolte, J.2    Redont, P.3    Soubeyran, A.4
  • 6
    • 78149326046 scopus 로고    scopus 로고
    • A parallel splitting method for coupled monotone inclusions
    • 1218.47089 10.1137/090754297
    • Attouch H.; Briceño-Arias L.M.; Combettes P.L.: A parallel splitting method for coupled monotone inclusions. SIAM J. Control Optim. 48(5), 3246-3270 (2010)
    • (2010) SIAM J. Control Optim. , vol.48 , Issue.5 , pp. 3246-3270
    • Attouch, H.1    Briceño-Arias, L.M.2    Combettes, P.L.3
  • 8
    • 0026881095 scopus 로고
    • Asymptotic properties of the Fenchel dual functional and applications to decomposition problems
    • 1164802 0794.49026 10.1007/BF00940050
    • Auslender A.: Asymptotic properties of the Fenchel dual functional and applications to decomposition problems. J. Optim. Theory Appl. 73, 427-449 (1992)
    • (1992) J. Optim. Theory Appl. , vol.73 , pp. 427-449
    • Auslender, A.1
  • 9
    • 84991442860 scopus 로고    scopus 로고
    • July 2010, to appear in the book Fixed-Point Algorithms for Inverse Problems in Science and Engineering, part of the Springer Verlag series Optimization and Its Applications
    • Beck, A.; Teboulle, M.: A Linearly Convergent Algorithm for Solving a Class of Nonconvex/Affine Feasibility Problems, July 2010, to appear in the book Fixed-Point Algorithms for Inverse Problems in Science and Engineering, part of the Springer Verlag series Optimization and Its Applications. Available online http://ie.technion.ac.il/Home/Users/becka.html
    • A Linearly Convergent Algorithm for Solving A Class of Nonconvex/Affine Feasibility Problems
    • Beck, A.1    Teboulle, M.2
  • 11
    • 57349145416 scopus 로고    scopus 로고
    • Iterative Thresholding for Sparse Approximations
    • 2461601 1175.94060 10.1007/s00041-008-9035-z
    • Blumensath T.; Davis M.E.: Iterative Thresholding for Sparse Approximations. J. Fourier Anal. Appl. 14, 629-654 (2008)
    • (2008) J. Fourier Anal. Appl. , vol.14 , pp. 629-654
    • Blumensath, T.1    Davis, M.E.2
  • 12
    • 69949164527 scopus 로고    scopus 로고
    • Iterative hard thresholding for compressed sensing
    • 2559726 1174.94008 10.1016/j.acha.2009.04.002
    • Blumensath T.; Blumensath T.: Iterative hard thresholding for compressed sensing. Appl. Comput. Harmon. Anal. 27, 265-274 (2009)
    • (2009) Appl. Comput. Harmon. Anal. , vol.27 , pp. 265-274
    • Blumensath, T.1    Davis, M.E.2
  • 15
    • 36249023228 scopus 로고    scopus 로고
    • The Łojasiewicz inequality for nonsmooth subanalytic functions with applications to subgradient dynamical systems
    • 2274510 10.1137/050644641
    • Bolte J.; Daniilidis, Lewis A.: The Łojasiewicz inequality for nonsmooth subanalytic functions with applications to subgradient dynamical systems. SIAM J. Optim. 17(4), 1205-1223 (2006)
    • (2006) SIAM J. Optim. , vol.17 , Issue.4 , pp. 1205-1223
    • Bolte, J.1    Daniilidis, A.2    Lewis, A.3
  • 16
    • 33646703294 scopus 로고    scopus 로고
    • A nonsmooth Morse-Sard theorem for subanalytic functions
    • 2241151 1160.49301 10.1016/j.jmaa.2005.07.068
    • Bolte J.; Daniilidis A.; Lewis A.: A nonsmooth Morse-Sard theorem for subanalytic functions. J. Math. Anal. Appl. 321(2), 729-740 (2006)
    • (2006) J. Math. Anal. Appl. , vol.321 , Issue.2 , pp. 729-740
    • Bolte, J.1    Daniilidis, A.2    Lewis, A.3
  • 17
    • 35348955638 scopus 로고    scopus 로고
    • Clarke subgradients of stratifiable functions
    • 2338451 1142.49006 10.1137/060670080
    • Bolte J.; Daniilidis A.; Lewis A.; Shiota M.: Clarke subgradients of stratifiable functions. SIAM J. Optim. 18(2), 556-572 (2007)
    • (2007) SIAM J. Optim. , vol.18 , Issue.2 , pp. 556-572
    • Bolte, J.1    Daniilidis, A.2    Lewis, A.3    Shiota, M.4
  • 18
    • 77951625247 scopus 로고    scopus 로고
    • Characterizations of Łojasiewicz inequalities: Subgradient flows, talweg, convexity
    • 2592958 1202.26026 10.1090/S0002-9947-09-05048-X
    • Bolte J.; Daniilidis A.; Ley O.; Mazet L.: Characterizations of Łojasiewicz inequalities: subgradient flows, talweg, convexity. Trans. Am. Math. Soc. 362, 3319-3363 (2010)
    • (2010) Trans. Am. Math. Soc. , vol.362 , pp. 3319-3363
    • Bolte, J.1    Daniilidis, A.2    Ley, O.3    Mazet, L.4
  • 20
    • 0022361737 scopus 로고
    • Descent methods for composite nondifferentiable optimization problems
    • 816105 0581.90084 10.1007/BF01584377
    • Burke J.V.: Descent methods for composite nondifferentiable optimization problems. Math. Program. 33, 260-279 (1985)
    • (1985) Math. Program. , vol.33 , pp. 260-279
    • Burke, J.V.1
  • 21
    • 34548724437 scopus 로고    scopus 로고
    • Exact Reconstruction of Sparse Signals via Nonconvex Minimization
    • 10.1109/LSP.2007.898300
    • Chartrand R.: Exact Reconstruction of Sparse Signals via Nonconvex Minimization. Signal Process. Lett. IEEE 14, 707-710 (2007)
    • (2007) Signal Process. Lett. IEEE , vol.14 , pp. 707-710
    • Chartrand, R.1
  • 22
    • 0037410017 scopus 로고    scopus 로고
    • Convergence to steady states in asymptotically autonomous semilinear evolution equations
    • 1978032 1033.34066 10.1016/S0362-546X(03)00037-3
    • Chill R.; Jendoubi M.A.: Convergence to steady states in asymptotically autonomous semilinear evolution equations. Nonlinear Anal. 53, 1017-1039 (2003)
    • (2003) Nonlinear Anal. , vol.53 , pp. 1017-1039
    • Chill, R.1    Jendoubi, M.A.2
  • 24
    • 77956655101 scopus 로고    scopus 로고
    • Quasi-Fejerian analysis of some optimization algorithms
    • D. Butnariu Y. Censor S. Reich (eds) Elsevier New York 10.1016/S1570-579X(01)80010-0
    • Combettes P.L.: Quasi-Fejerian analysis of some optimization algorithms. In: Butnariu, D.; Censor, Y.; Reich, S. (eds) Inherently Parallel Algorithms in Feasibility and Optimization and Their Applications, pp. 115-152. Elsevier, New York (2001)
    • (2001) Inherently Parallel Algorithms in Feasibility and Optimization and Their Applications , pp. 115-152
    • Combettes, P.L.1
  • 25
    • 30844438177 scopus 로고    scopus 로고
    • Signal recovery by proximal forward-backward splitting
    • 2203849 1179.94031 10.1137/050626090
    • Combettes P.L.; Wajs V.R.: Signal recovery by proximal forward-backward splitting. Multiscale Model. Simul. 4, 1168-1200 (2005)
    • (2005) Multiscale Model. Simul. , vol.4 , pp. 1168-1200
    • Combettes, P.L.1    Wajs, V.R.2
  • 26
    • 0003685770 scopus 로고    scopus 로고
    • An introduction to o-minimal geometry
    • Institut de Recherche Mathématiques de Rennes Nov
    • Coste, M.: An introduction to o-minimal geometry, RAAG Notes, Institut de Recherche Mathématiques de Rennes, 81 pp.; Nov 1999
    • (1999) RAAG Notes
    • Coste, M.1
  • 27
    • 0001914191 scopus 로고
    • The method of steepest descent for non-linear minimization problems
    • 10667 0061.26801
    • Curry H.B.: The method of steepest descent for non-linear minimization problems. Q. Appl. Math. 2, 258-261 (1944)
    • (1944) Q. Appl. Math. , vol.2 , pp. 258-261
    • Curry, H.B.1
  • 28
    • 0003633463 scopus 로고
    • Geometric theory of dynamical systems
    • (Translated from the Portuguese by A. K. Manning). Springer, New York, Berlin
    • Palis, J.; De Melo, W.: Geometric theory of dynamical systems. An introduction. (Translated from the Portuguese by A. K. Manning). Springer, New York, Berlin (1982)
    • (1982) An Introduction
    • Palis, J.1    De Melo, W.2
  • 29
    • 33645712892 scopus 로고    scopus 로고
    • Compressed Sensing
    • 2241189 10.1109/TIT.2006.871582
    • Donoho D.L.: Compressed Sensing. IEEE Trans. Inform. Theory 4, 1289-1306 (2006)
    • (2006) IEEE Trans. Inform. Theory , vol.4 , pp. 1289-1306
    • Donoho, D.L.1
  • 30
    • 0003617262 scopus 로고    scopus 로고
    • London Mathematical Society Lecture Note Series Cambridge University Press, Cambridge
    • van den Dries, L.: Tame Topology and o-minimal Structures. London Mathematical Society Lecture Note Series, vol. 248. Cambridge University Press, Cambridge, x+180 pp. (1998)
    • (1998) Tame Topology and O-minimal Structures , vol.248
    • Van Den Dries, L.1
  • 31
    • 0000274906 scopus 로고    scopus 로고
    • Geometric categories and o-minimal structures
    • 1404337 0889.03025 10.1215/S0012-7094-96-08416-1
    • van den Dries L.; Miller C.: Geometric categories and o-minimal structures. Duke Math. J. 84, 497-540 (1996)
    • (1996) Duke Math. J. , vol.84 , pp. 497-540
    • Van Den Dries, L.1    Miller, C.2
  • 32
    • 0032665409 scopus 로고    scopus 로고
    • Globally convergent block-coordinate techniques for unconstrained optimization
    • 1694581 0940.65070 10.1080/10556789908805730
    • Grippo L.; Sciandrone M.: Globally convergent block-coordinate techniques for unconstrained optimization. Optim. Methods Softw. 10(4), 587-637 (1999)
    • (1999) Optim. Methods Softw. , vol.10 , Issue.4 , pp. 587-637
    • Grippo, L.1    Sciandrone, M.2
  • 33
    • 45749096678 scopus 로고    scopus 로고
    • Computing proximal points of nonconvex functions
    • 1168.90010 10.1007/s10107-007-0124-6
    • Hare W.; Sagastizábal C.: Computing proximal points of nonconvex functions. Math. Program. Ser. B 116(1-2), 221-258 (2009)
    • (2009) Math. Program. Ser. B , vol.116 , Issue.1-2 , pp. 221-258
    • Hare, W.1    Sagastizábal, C.2
  • 34
    • 0000746952 scopus 로고    scopus 로고
    • Convergence of solutions of second-order gradient-like systems with analytic nonlinearities
    • 1616968 10.1006/jdeq.1997.3393
    • Haraux A.; Jendoubi M.A.: Convergence of solutions of second-order gradient-like systems with analytic nonlinearities. J. Differ. Equ. 144(2), 313-320 (1999)
    • (1999) J. Differ. Equ. , vol.144 , Issue.2 , pp. 313-320
    • Haraux, A.1    Jendoubi, M.A.2
  • 35
    • 0013145570 scopus 로고    scopus 로고
    • Convergence in gradient-like systems which are asymptotically autonomous and analytic
    • 1002.35022 10.1016/S0362-546X(00)00145-0
    • Huang S.-Z.; Takač P.: Convergence in gradient-like systems which are asymptotically autonomous and analytic. Nonlinear Anal.; Ser. A Theory Methods 46, 675-698 (2001)
    • (2001) Nonlinear Anal.; Ser. A Theory Methods , vol.46 , pp. 675-698
    • Huang, S.-Z.1    Takač, P.2
  • 36
    • 0242679720 scopus 로고    scopus 로고
    • Inexact variants of the proximal point algorithm without monotonicity
    • 2005918 10.1137/S1052623401399587
    • Iusem A.N.; Pennanen T.; Svaiter B.F.: Inexact variants of the proximal point algorithm without monotonicity. SIAM J. Optim. 13(4), 1097-1894 (2003)
    • (2003) SIAM J. Optim. , vol.13 , Issue.4 , pp. 1097-1894
    • Iusem, A.N.1    Pennanen, T.2    Svaiter, B.F.3
  • 37
    • 33744936851 scopus 로고    scopus 로고
    • About regularity of collections of sets
    • 2246562 1141.49020 10.1007/s11228-006-0014-8
    • Kruger A.Y.: About regularity of collections of sets. Set Valued Anal. 14, 187-206 (2006)
    • (2006) Set Valued Anal. , vol.14 , pp. 187-206
    • Kruger, A.Y.1
  • 38
    • 0032385816 scopus 로고    scopus 로고
    • On gradients of functions definable in o-minimal structures
    • 1644089 0934.32009 10.5802/aif.1638
    • Kurdyka K.: On gradients of functions definable in o-minimal structures. Ann. Inst. Fourier 48, 769-783 (1998)
    • (1998) Ann. Inst. Fourier , vol.48 , pp. 769-783
    • Kurdyka, K.1
  • 39
    • 35248817843 scopus 로고    scopus 로고
    • Pointwise convergence of gradient-like systems
    • 2354979 1130.37012 10.1002/mana.200410564
    • Lageman C.: Pointwise convergence of gradient-like systems. Math. Nachr. 280(13-14), 1543-1558 (2007)
    • (2007) Math. Nachr. , vol.280 , Issue.13-14 , pp. 1543-1558
    • Lageman, C.1
  • 40
    • 0042031309 scopus 로고    scopus 로고
    • Active sets, nonsmoothness and sensitivity
    • 10.1137/S1052623401387623
    • Lewis A.S.: Active sets, nonsmoothness and sensitivity. SIAM J. Optim. 13, 702-725 (2003)
    • (2003) SIAM J. Optim. , vol.13 , pp. 702-725
    • Lewis, A.S.1
  • 41
    • 48549094732 scopus 로고    scopus 로고
    • Alternating projection on manifolds
    • 2393548 1163.65040 10.1287/moor.1070.0291
    • Lewis A.S.; Malick J.: Alternating projection on manifolds. Math. Oper. Res. 33(1), 216-234 (2008)
    • (2008) Math. Oper. Res. , vol.33 , Issue.1 , pp. 216-234
    • Lewis, A.S.1    Malick, J.2
  • 42
    • 70349387487 scopus 로고    scopus 로고
    • Local linear convergence for alternating and averaged nonconvex projections
    • 2519868 1169.49030 10.1007/s10208-008-9036-y
    • Lewis A.S.; Luke D.R.; Malick J.: Local linear convergence for alternating and averaged nonconvex projections. Found. Comput. Math. 9, 485-513 (2009)
    • (2009) Found. Comput. Math. , vol.9 , pp. 485-513
    • Lewis, A.S.1    Luke, D.R.2    Malick, J.3
  • 45
    • 0001228050 scopus 로고
    • Sur la géométrie semi- et sous-analytique
    • 0803.32002 10.5802/aif.1384
    • Łojasiewicz S.: Sur la géométrie semi- et sous-analytique. Ann. Inst. Fourier 43, 1575-1595 (1993)
    • (1993) Ann. Inst. Fourier , vol.43 , pp. 1575-1595
    • Łojasiewicz, S.1
  • 47
    • 34547474583 scopus 로고    scopus 로고
    • Accelerating the cubic regularization of Newton's method on convex problems
    • 2327005 1167.90013 10.1007/s10107-006-0089-x
    • Nesterov Y.: Accelerating the cubic regularization of Newton's method on convex problems. Math. Program. Ser. B 112(1), 159-181 (2008)
    • (2008) Math. Program. Ser. B , vol.112 , Issue.1 , pp. 159-181
    • Nesterov, Y.1
  • 48
    • 0003254248 scopus 로고
    • Interior-point polynomial algorithms in convex programming
    • Philadelphia, PA
    • Nesterov, Y.; Nemirovskii, A.: Interior-point polynomial algorithms in convex programming. SIAM Studies in Applied Mathematics, vol. 13, Philadelphia, PA (1994)
    • (1994) SIAM Studies in Applied Mathematics , vol.13
    • Nesterov, Y.1    Nemirovskii, A.2
  • 50
    • 0036473820 scopus 로고    scopus 로고
    • Local convergence of the proximal point algorithm and multiplier methods without monotonicity
    • 1886225 1082.90582 10.1287/moor.27.1.170.331
    • Pennanen T.: Local convergence of the proximal point algorithm and multiplier methods without monotonicity. Math. Oper. Res. 27, 170-191 (2002)
    • (2002) Math. Oper. Res. , vol.27 , pp. 170-191
    • Pennanen, T.1
  • 51
    • 23044523810 scopus 로고    scopus 로고
    • Local differentiability of distance functions
    • 1694378 0960.49018 10.1090/S0002-9947-00-02550-2
    • Poliquin R.A.; Rockafellar R.T.; Thibault L.: Local differentiability of distance functions. Trans. AMS 352, 5231-5249 (2000)
    • (2000) Trans. AMS , vol.352 , pp. 5231-5249
    • Poliquin, R.A.1    Rockafellar, R.T.2    Thibault, L.3
  • 53
    • 0000137102 scopus 로고
    • Asymptotics for a class of non-linear evolution equations, with applications to geometric problems
    • 0549.35071 10.2307/2006981
    • Simon L.: Asymptotics for a class of non-linear evolution equations, with applications to geometric problems. Ann. Math. 118, 525-571 (1983)
    • (1983) Ann. Math. , vol.118 , pp. 525-571
    • Simon, L.1
  • 54
    • 22844456506 scopus 로고    scopus 로고
    • A hybrid projection-proximal point algorithm
    • 1713951 0961.90128
    • Solodov M.V.; Svaiter B.F.: A hybrid projection-proximal point algorithm. J. Convex Anal. 6(1), 59-70 (1999)
    • (1999) J. Convex Anal. , vol.6 , Issue.1 , pp. 59-70
    • Solodov, M.V.1    Svaiter, B.F.2
  • 55
    • 0000586985 scopus 로고    scopus 로고
    • A hybrid approximate extragradient-proximal point algorithm using the enlargement of a maximal monotone operator
    • 1756912 0959.90038 10.1023/A:1008777829180
    • Solodov M.V.; Svaiter B.F.: A hybrid approximate extragradient-proximal point algorithm using the enlargement of a maximal monotone operator. Set Valued Anal. 7, 323-345 (1999)
    • (1999) Set Valued Anal. , vol.7 , pp. 323-345
    • Solodov, M.V.1    Svaiter, B.F.2
  • 56
    • 0035518990 scopus 로고    scopus 로고
    • A unified framework for some inexact proximal point algorithms
    • 1871872 1052.49013 10.1081/NFA-100108320
    • Solodov M.V.; Svaiter B.F.: A unified framework for some inexact proximal point algorithms. Numer. Funct. Anal. Optim. 22, 1013-1035 (2001)
    • (2001) Numer. Funct. Anal. Optim. , vol.22 , pp. 1013-1035
    • Solodov, M.V.1    Svaiter, B.F.2
  • 57
    • 0027623858 scopus 로고
    • Identifiable surfaces in constrained optimization
    • 1227547 0804.90105 10.1137/0331048
    • Wright S.J.: Identifiable surfaces in constrained optimization. SIAM J. Control Optim. 31, 1063-1079 (1993)
    • (1993) SIAM J. Control Optim. , vol.31 , pp. 1063-1079
    • Wright, S.J.1


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